| 2026 | COLT | How Does the ReLU Activation Affect the Implicit Bias of Gradient Descent on High-dimensional Neural Network Regression? | Kuo-Wei Lai, Guanghui Wang, Molei Tao, Vidya Muthukumar |
| 2025 | AISTATS | Task Shift: From Classification to Regression in Overparameterized Linear Models. | Tyler LaBonte, Kuo-Wei Lai, Vidya Muthukumar |
| 2025 | COLT | Estimating stationary mass, frequency by frequency. | Milind Nakul, Vidya Muthukumar, Ashwin Pananjady |
| 2025 | ICML | Improved and Oracle-Efficient Online ℓ1-Multicalibration. | Rohan Ghuge, Vidya Muthukumar, Sahil Singla |
| 2024 | ICML | Balanced Data, Imbalanced Spectra: Unveiling Class Disparities with Spectral Imbalance. | Chiraag Kaushik, Ran Liu, Chi-Heng Lin, Amrit Khera, Matthew Y. Jin, Wenrui Ma, Vidya Muthukumar, Eva L. Dyer |
| 2024 | ISIT | Sharp Analysis of Out-of-Distribution Error for "Importance-Weighted" Estimators in the Overparameterized Regime. | Kuo-Wei Lai, Vidya Muthukumar |
| 2024 | UAI | One Shot Inverse Reinforcement Learning for Stochastic Linear Bandits. | Etash Guha, Jim James, Krishna Acharya, Vidya Muthukumar, Ashwin Pananjady |
| 2021 | AISTATS | On the proliferation of support vectors in high dimensions. | Daniel Hsu, Vidya Muthukumar, Ji Xu |
| 2021 | AISTATS | Online Model Selection for Reinforcement Learning with Function Approximation. | Jonathan N. Lee, Aldo Pacchiano, Vidya Muthukumar, Weihao Kong, Emma Brunskill |
| 2020 | AISTATS | OSOM: A simultaneously optimal algorithm for multi-armed and linear contextual bandits. | Niladri S. Chatterji, Vidya Muthukumar, Peter L. Bartlett |
| 2019 | AISTATS | Best of many worlds: Robust model selection for online supervised learning. | Vidya Muthukumar, Mitas Ray, Anant Sahai, Peter L. Bartlett |
| 2019 | CVPR | Color-Theoretic Experiments to Understand Unequal Gender Classification Accuracy From Face Images. | Vidya Muthukumar |
| 2019 | EC | Robust Commitments and Partial Reputation. | Vidya Muthukumar, Anant Sahai |
| 2019 | ISIT | Harmless interpolation of noisy data in regression. | Vidya Muthukumar, Kailas Vodrahalli, Anant Sahai |
| 2017 | ISIT | Commitment in regulatory spectrum games: Examining the first-player advantage. | Vidya Muthukumar, Anant Sahai |
| 2014 | ICASSP | Frames from generalized group fourier transforms and SL2(Fq). | Matthew Thill, Vidya Muthukumar, Babak Hassibi |